{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "62300f6d",
   "metadata": {},
   "source": [
    "# 一、认识Seablorn可视化库"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b44507ad",
   "metadata": {},
   "source": [
    "`Seaborn`是一种基于`matplotlib`的图形何视化库。他提前已经定义好了一套自己的风格。然后也封装了一系列的方便的绘图函数，之前通过`matplotlib`需要很多代码才能完成的绘图，使用`seaborn`可能就是一行代码的事情。总结一句话：使用`seaborn`绘图比`matplot1ib`更好看，更简单！<br>\n",
    "\n",
    "**推荐文章：**<br>\n",
    "- [宝藏级-全网最全的Seaborn详细教程](https://zsyll.blog.csdn.net/article/details/121294977)<br>\n",
    "- [官方文档](https://seaborn.pydata.org/tutorial.html)<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b882ffdc",
   "metadata": {},
   "source": [
    "## 常用图形\n",
    "\n",
    "| 图形类型           | 参数            | FacetGrid函数                |\n",
    "| ----------------- | --------------- | --------------------------  |\n",
    "| 折线图             | sns.lineplot    | sns.relplot（kind=\"line\"）   |\n",
    "| 散点图             | sns.scatterplot | sns.relplot（kind=\"scatter\"）|\n",
    "| ----------------- | --------------- | --------------------------  |\n",
    "| 条形图             | sns.barplot     | sns.catplot（kind=\"bar\"）    |\n",
    "| 数量柱状图         | sns.countplot   | sns.catplot（kind=\"count\"）  |\n",
    "| 分类散点图         | sns.stripplot   | sns.catplot（kind=\"strip\"）  |\n",
    "| 分类散点图（散开）   | sns.swarmplot   | sns.catplot（kind=\"swarm\"）  |\n",
    "| 箱线图             | sns.boxplot     | sns.catplot（kind=\"box\"）    |\n",
    "| 小提琴图           | sns.violinplot  | sns.catplot（kind=\"violin\"） |\n",
    "| 点线图             | sns.pointplot   | sns.catplot（kind=\"point\"）  |\n",
    "| ----------------- | --------------- | --------------------------  |\n",
    "| 直方图             | plt.hist        | sns.displot \\ sns.histplot  |\n",
    "| 关系图—散点         | \\               | sns.jointplot              |\n",
    "| 关系图—六边图形     | \\               | sns.jointplot（kind=\"hex\"）  |\n",
    "| 回归散点图          | sns.relplot     | sns.lmplot                  |"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9c162359",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "55e31eaf",
   "metadata": {},
   "source": [
    "# 二、常用配置"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d90f42ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "388d9390",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "plt.rcParams['axes.unicode_minus'] = False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "d99838a0",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_excel('data.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "920a8f0e",
   "metadata": {},
   "source": [
    "## 2.1 设置长宽和子视图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e318ac8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='sub_type', ylabel='comment_count'>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,axes = plt.subplots(2,1,figsize=(10,6))\n",
    "sns.barplot(x=\"main_type\",y=\"comment_count\",data=df,ax=axes[0],ci=0)\n",
    "sns.barplot(x=\"sub_type\",y=\"comment_count\",data=df,ax=axes[1],ci=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "904e4066",
   "metadata": {},
   "source": [
    "## 2.2 FacetGide 使用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3d0b87f9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b9dcecd0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Nlx4nmzLdf2hcq/syms17SoXLkKX6PHXzGuV9P1y/c9p7aCL4nCpmSCqddiKbSang+UvKkHPBzp6852mqwb+dyvv6318caPxBY7bn0KROed83lTZTet4YVD7TQjq6Xlg2tlXsPJp3H/PHucpZuubtWKpygD/a6D/X+BK9j3S4I6j8ORbHpU5vK9WTo3av31Ubk6S57aWzT1ytgheMM/cfnBuTittKTkFzxWA2XRq7vCUOSL6TZgu+ZhdbsKKzazrv63v3HFzSY8bpgcNTOvuv/rfsuspGx5q/R3KSju7YNJuXrfKxam5dszJfwYH/ituLmYo8dtksK5F1xbntteDnvYfHtWYgJ893Shnrd40oruc558LTHqksS8UxKTjoVt+2k+ecvLzTdMz78Zaq+Llc3G6Pfoml2Ggy9+WUtH7y4IhymZTMZoP3U/jMD4xO6/9+++7SPoK+4v1EvsgSbVbJRhpT+jLp0u+pyD64yu2ZatsylfsTIlfV3H9XuV8uaqFl2H+3NFN5X6+/8pZ516fCJvV0KvjMfOTIlP7PV2/X6oGs7nzkqIb60sGXPlIp9WdTHXutsXzVkyNb4n7mOBXHnEWzZMEsag8fmdKf/cftWjmQCbKUS2sm7yuTNq3oy5AlxC6JY9LGlTkNj82WZrwpBjnYBpJ+9Zzj5IX7HHbcc1CZtM1tJznJKbjt1A0rdF90/15kv0RxWyrvuyXvl5Dm9qFPVz2i3FmPHJnWr3zqprqXn7fNU7G9VLotbA4p2/eWju7Hi27XlO+bn9u+mr//ofg4xYaVdKravvm5Y8HplGn3wXGtGshqtlCcrbxz20pxa1Vjx7ikgfDnFQr6IRpexjl3haQrpGCqn/jLbFw2HUy5HR34B3NpHbu6XxtX9uvLb3qWPBdO2fj5W3RwbFoDuYx852vX/vHS3/SlTU4Kv5mV0icvemrZjs6C5ysf/dl38jxfs56T5xdv80sH7IoHwfO+L89z+uHuw5rJ+0ql5jZKPd8pkzKduHZw7m+rPmbwbyPKd/gk48DmYqIHxiundq78FlD0Q6Xs7yIfSpXfTpczPXJ0utR0srI/q7zn68S1g21/rknMUvlBfimbSslS0lNOXKN/+f1nyQ9z5PlOv/fPt+rg+IwGsmn5zunuA3NZyoVNBZ7vlMukdNlrn1pqCCm+t/Phe3suO2FuItkpvu/Lr3P6wf2HamZp87rB0o7S4P4ieYzcX6ODf6sau1qluKFRtvO/aqbmMlK5fOU3aqO5dC5Y2SjuLFo7mNNU3ktkloZyaY1OF9pWT8U6rKT6xiQXrq3etX9M0lyOpLksfe51Ty+NDdGcRPNRus0vz5dXMZ54vtMNdw9ratZTOmWlFeaC7yubTunMY1eGK8tz2fV8p1kvOEA+/7GDZRr9MKv74ERC1Vppnj+d+vxTf0zMeBqZzKs4rfqq/qyyaUtkjjohm1p4/e6qtzxbUrCD/7VX3KzhMEvFDb+p2YLWr+jTFW/YGoxd4cHpgu9rtuCUL/ia9bzSOOGFuSmOIZ4fee+7yHVedBlfX/rhgxqbyYefjUGxs56vwWxGv/TETRX358qaTKrdX6FsWScv8vjFvy1eH72/RtcTK5XGOUndst4YNayZ0s9b1g/JTGRpASZpZX9GX/+D55Wu83yn3/rHm4NxKZspfZ5Phln63OufLt+5UmZm8r7ynq9Zzy+ta3nVxoaK92v57+H73nP66m37NDFbUCY1l6W859SfTeu5px1TNvaUMlJclyzL02KPOTemLeU/qNig3E3bWNUUp8yNNlyNTxe0f3RGKZNymZS2rF/RkfW7enLU7vW7bCqlGa98O6C4vt2fSelrb3uufBfscHzDlZH1u/C9PJkvaP1Qvz71W08N3nvheFS23hZ+3pevy839XjmWFN/Hc3/vy3NO/37rPk3MFMp2mOY9X/2ZtM5//IZ5Y1Fpn8W8cakya+WZ8iO3Fe9vqTtYi48dfJJ3b66KHj06U5qGev2KPq3qzzAm1aE/m9KJawY0lfd0zFCfJOnwRLDPoah429+/+uzS+s+s52u24If7GPywkTAcnwp+aZl8+Pus5yLLhrcX5sazvOfCvyuOc+H9Fcrvf24MDJavq9EkfK830mhS6wsx/3BDc7NpSfMbTarNBpwLG9xzZbfPLROd7TQ6k2PlLMbR+89FvswS/T3aXLJhRX/p/z9obrHE7nNImmrNiL6TfK98m+HqnftKP0fH1JPWDXZsuxTLVz05OmFVn/Ydnal2U0csmKXIp/5/3FY9S086flXHPrewfCVxTFrZn9XhiXzw5b1UcEg5aNT1NZRL66O/fk5pv9bvf2HumFKwnDSVL2jdUJ8+/upz9Mf/fnvN9b+Pv+ac0nXOuXnbKvnoPjUv+nNkv0DF9k6hxu9eZLunclsouj9j3u8V+xfLfg+3945O5eX7c80vSzW3H687jlcVHRib+5w/feMK+c4ti8/JVjV23Kbg1Co3SzpH0t1LXCZRsqlg51rKpEKYgnQq2FGZ95wuPm+LUilTKjxk/fZtp+qSa+7UTMHTQDatdYNZPTYZfOiUZh8w01vPP1UvesIm+U6l8zwVD2j7TvJ9Vzow5/tBDX5pOZV24ETdsvsxffL6e5VJmfqzKU3ngw+GP7rgdD1zy7pFn2vlh1WxAWSuiWR+M8msF2kSiSwfPaBe+tDz5g6Elw6y+3PNJZ5f2cQy/+B58cDIUjvn8uFGRru+TXH86uCb4heft6Utj5dkQ7mUpgvBOcuk4jnZndb0ZfXW809VLlPe5/UHLzhNl1xzp2Y9f16WiqdzcJLe8vwtev7pG4IdGM7JhXkp5qqUr/D6atmp9Pzd65vKkqTSgYmC7ytfCP+NHJDIR24r7ugsZqK4fHSloJSpQvl10dxFD4oXly94c8tVWz56XSNxmttob/2O0Uxq7pzHSczSm849pW3nYJeCAyVLHZOmCp5WD2Q0OlWQU2Qj0kxvPW+Lnnfa+tLB6crs+KVxqHxMWujboE8/aW3TWarkRceG6NgUXudFxpjocnPj2/wDguV5mbu/sgN8kbEvej/Fca4yY5Ur1/kldnvHuRLtnNPqgVwic9Ru9azfFVm43nbJNXdqOh9kaTrvyXPBWLV2KLfo47noOp6bW5/zI+OWH1nvi/68qj+rT3y3PEeZdKqpHC3FLbsf0ye+e0/wmVzMs+f0pnNP0ZNPXF21aSV6kLBak0lls0tZA0rpAGTFfVQcHJxbpmLjNlymdGAw2kTjzb+/RvI5U/CUTrF+JwXrd1P56p9vbzr3lLLf0ynT24pZKo5LeU++k/7wBadp/Yq+mo9T/AZ1dLuplCd/7jbnittQmjdOHb96IPYxaTHFHT6em3v/79zzmK78wR6lLfjmyUxYx28+/USdcezKuUawivdprZ1Beb/K8tGxrGLsitZSzETxMYvjZuWOoqWMX05z216VY1iw9uhrcrbA+p3mxqRg+6j8Nt9Jb37+FmXSc9tK89bv8p6cM73jgtN0/JqBsr8vjj/R9bvKbaaFclPNxhX9VbLUnnEp2rh4y+7H9Nkd94ff4rJSpn/7mSfprONXLbKTNZKlsvEk0uAYydJcPmosFxm78pHlo5mrtbN2qYpN08XGgiTmqN1W9KU1OeNVXWs2SccM5TRT8OT5Thc9Y7Mk6ZPX36upvFc2Llz0jM2y4iwtaWlA6Sr32F7FLAfNJJFGkgYaTWbLmkmC+3n4yJTufOSoJFPKiuOsdOyqPuWy6bnHKMxvNqnHUhpNWik6O6IUzM5k4fUbVvbJzMiSpL509dOxpEx61wtP1x9ecJqOTOX12MSsrr9rWFfs2C1ZcGqimYKnvO/0xONWazCX1th0XvtHZ7T/6LScgvdX3vMlsS6N9vvgK8/WG79wa9sezxRsL0VPx1KcceCPLjhN73jh6Rqdzuvw+Kyuv+uAPrdjt0zBdtN03lPBd3ryCas1kMsEWTo6rUeOTsuFsxtP5T3WAbDsDeWCYwIvP/tYXXPHfhV8v7Q/28n05udv0UBubl3tD8NjSvnwmNJU3pNketcLT9fJxwzpDy84VX/9379Q3g8a04v7JH73eSdrMJcp7fP2fCczp0xaUrZjT39JKo8TT80GnydvP/80PeVxa+aOT1XZ5mmkSWXuGNTSmlS8sn3o5V9CiO7Hr9x32IjpvLds1u+sngObDd+p2SpJN0r6rqSXSLpI0m86596/wDLPds4drXWfW7dudTt37qx628nv/UZ8xVeRTplefvaxesVTTtRHrr1Lew5PyvedsumUBnMpnb5plS4+b0vV8/Js3zWsy3fs1r6RSZ24dlDHrsrpu7sOamLW01AurTede4re+aIzmqqv2g4a3zntuPug/vkHe/XIkSkdt3pAr3vWSXrmqcfUtYOmG5XtuIx+IJWaTubPzhA9oB1tJgkOqBcP1EWaUiIHzOd9Y92bv/zYdEFHp/LyfF9POG61/uSXzojz/E1LOrFVJ7M0kE3pwidu0v7RWd17YFST+WDnQiplOuWYQb33JWfVfH1akaVqTVPFAz/Fb1z7vvT9ew/qX3/0oPYfndKmVQO66Bmb23oArd0qG7uqNYJUNnbNNWxVNKJ4c81XpSauyH1W5sqrWL7479GpvI5M5uWc9PTHra35mbsESz5BXK0sXXbdPS3d+W+STljTr1dv3axv/uzRpsaki8/bojv2HdHnb9oT27hUmau5LDndeM9BfeEHD+jRo1M6dnW/fuuZJ+lZW44pjVu9xC/bsV+eh8oV52hDSt6rWHn2/NJsJ9WaKKMHAB89Mq3dh8Y1nfd0wppBvf9ltT9zl6DrxqQ41+9i/Exa1PZdw/rc9+7XvpFJnbB2UL//vFN07hnrSzvfowe9Sz+HGXSu/sbGxdyy+zF95daHtH90Sscus7GxbBysOChX8J1+8sAR/c/PHtXIxIxOXr9Cb992ak9nqXL9bmzG02z4beKBbEpvO//UmuNKJ7JUXM+7Ydew/vHGPXr4yKSOXzOgNz7nZD3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      "text/plain": [
       "<Figure size 2168x648 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.FacetGrid(df,col=\"day\",row=\"main_type\")\n",
    "g.map(sns.regplot,\"price\",\"sale_count\")\n",
    "g.add_legend()\n",
    "g.set_titles(template=\"分类{row_name}/天{col_name}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "24180116",
   "metadata": {},
   "source": [
    "### 设置坐标轴：\n",
    "1. `g.set_axis_labels（x_var,y_var）`：一次性设置`x`和`y`的坐标的标题。<br>\n",
    "2. `g.set_xlabels（label）`：设置`x`轴的标题。<br>\n",
    "3. `g.set_ylabels（label）`：设置`y`轴的标题。<br>\n",
    "4. `g.set（xticks,yticks）`：设置`x`和`y`轴的刻度。<br>\n",
    "5. `g.set_xticklabels（labels）`：设置`x`轴的刻度文字。<br>\n",
    "6. `g.set_yticklabels（labels）`：设置`y`轴的刻度文字。<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bfe076a8",
   "metadata": {},
   "source": [
    "## 2.3 样式风格设置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32801bdb",
   "metadata": {},
   "source": [
    "### 2.3.1 自带样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "6fe3dead",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_style(\"dark\")\n",
    "plt.rcParams['font.sans-serif'] = 'SimHei'\n",
    "axes = sns.countplot(x=\"main_type\",data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21e4bfad",
   "metadata": {},
   "source": [
    "**系统自带样式**\n",
    "- `white`（白色的）、`whitegrid`（白色带网格）、`ticks`（白色带刻度）\n",
    "- `dark`（灰色的）、`darkgrid` （灰色带网格）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "628c50c0",
   "metadata": {},
   "source": [
    "### 2.3.2 风格设置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "35d16461",
   "metadata": {},
   "source": [
    "**三种函数设置属性**：\n",
    "- `sns.set`:设置全局样式，还可设置调色板，字体，字体大小，颜色等，也可设置其他的`matplotlib.rcParams`可以接收的参数。\n",
    "- sns.set_sty1e:设置全局样式。\n",
    "- sns.axes_style:设置临时样式。\n",
    "\n",
    "> **sns.set：**<br>\n",
    "`sns.set（context='notebook'，style='darkgrid'，palette='deep'，font='sans-serif'， font_scale=1，color codes=True,rc=None）`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "2f36f65b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='day', ylabel='sale_count'>"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set(rc={\"lines.linewidth\":4})\n",
    "sns.lineplot(x=\"day\",y=\"sale_count\",data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce324e2c",
   "metadata": {},
   "source": [
    "## 2.4 调色盘设置"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3583aeee",
   "metadata": {},
   "source": [
    "**颜色建议**：<br>\n",
    ">分类颜色：`默认`、`cool`、`Set2`、`Set3`、`hls`<br>\n",
    ">连续颜色：`Reds`、`Blues`、`Greens`、`GnBu`<br>\n",
    ">离散颜色：`RdBu`<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d3c33433",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20045bce",
   "metadata": {},
   "source": [
    "### 默认调色盘"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5e60614",
   "metadata": {},
   "source": [
    "**默认调色盘**：`deep`,`muted`,`pastel`,`bright`,`dark`,`colorblind`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "58f96f7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette())"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cd2af30c",
   "metadata": {},
   "source": [
    "### hls圆形颜色系统"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eabeec3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"hls\",20))\n",
    "# sns.palplot(sns.husl_palette(20)) # 效果是一样的"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2368aa3c",
   "metadata": {},
   "source": [
    "### 分类颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f966898e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 864x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"Paired\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4c4668de",
   "metadata": {},
   "source": [
    "### 连续颜色（xkcd颜色）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ba79c25",
   "metadata": {},
   "source": [
    "颜色：默认从浅入深；从深入浅，可以在后面加上`_r`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "09bf6439",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"Blues\",8))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76e8c08d",
   "metadata": {},
   "source": [
    "### 离散颜色"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "ddd0b9aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 576x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.palplot(sns.color_palette(\"RdBu\",8))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "07138722",
   "metadata": {},
   "source": [
    "### 色盘（自定义颜色）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4293f686",
   "metadata": {},
   "source": [
    "色盘类型有：\n",
    "- 分类：`qualitative`\n",
    "- 连续：`sequential`\n",
    "- 离散：`diverging`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "8098690a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "b8fa62f546844eba8743dac068d6fce8",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='name', options=('Set1', 'Set2', 'Set3', 'Paired', 'Accent', 'Paste…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 648x72 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 分类系类颜色查看，Set2 的颜色还不错\n",
    "color = sns.choose_colorbrewer_palette('qualitative')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3af377c5",
   "metadata": {},
   "source": [
    "# 三、基础图形"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a39ee411",
   "metadata": {},
   "source": [
    "## 3.1 关系绘图relplot——散点图/线图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3ce51a5a",
   "metadata": {},
   "source": [
    "- 散点图、折线图\n",
    "- 多图多系列显示"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c8f1527a",
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.rcParams['font.sans-serif'] = 'SimHei'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "70a96f00",
   "metadata": {},
   "source": [
    "### 3.1.1 绘制散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "4264a253",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b9b126a0>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    x=\"sale_count\",y=\"comment_count\",hue='main_type',data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ee8c547a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b8918b80>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1163.6x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.relplot(\n",
    "    x=\"sale_count\",y=\"comment_count\",hue='brand',data=df,\n",
    "    col='main_type',col_wrap=3, # 分割多列\n",
    "    row=None  # 分割多行\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1dd1626d",
   "metadata": {},
   "source": [
    "### 3.1.2 绘制折线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e967ab8f",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b9f405b0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 设置style为event，就会根据event来设置线条的样式\n",
    "sns.relplot(\n",
    "    x=\"day\",y=\"sale_count\",kind=\"line\",data=df,hue=None,\n",
    "    col='main_type',col_wrap=3,style=None\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "482f5637",
   "metadata": {},
   "source": [
    "## 3.2 分类绘图catplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0ed04ca1",
   "metadata": {},
   "source": [
    "### 3.2.1 条形图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0e2614d8",
   "metadata": {},
   "source": [
    "默认计算“平均值”"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "7732b1bd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, '默认计算各分类“平均值”')"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"main_type\",y=\"price\",data=df,kind=\"bar\",ci=0)\n",
    "plt.title('默认计算各分类“平均值”',fontsize=18)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f459ec4f",
   "metadata": {},
   "source": [
    "自定义统计函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "990ba9c7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b91d64f0>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"main_type\",y=\"price\",data=df,kind=\"bar\",ci=0,\n",
    "    estimator=lambda x:sum(x)) # 自定义函数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "67d49e0c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "main_type\n",
       "其他     234.861037\n",
       "化妆品    254.343500\n",
       "护肤品    436.842737\n",
       "Name: price, dtype: float64"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby('main_type').price.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb76fc16",
   "metadata": {},
   "source": [
    "### 3.2.2 数量柱状图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "c1263d95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b9dfb760>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RkQtNvQN37dq1bNy4sc61EEREpP7q/baw//7v/+bw4cNN2YuIyAWt3jPcLl26MGbMGGJiYrj00ks99ZPfuSAiImdW78ANCAhg9OjRTdmLiMgFrd6BO2LEiKbsQ0TkglfvwL333nuxWCy43W4OHz5MdXU1YWFhepeCiEg91TtwT76WQk1NDStXrqSwsLBJmhIRuRCd0wXIrVYrCQkJ5ObmNnY/IiIXrHrPcOfPn1/n9k8//URJSUmjNyQicqE656/Y6dq1K4sWLWrMXkRELmj1nuFOmDCB0tJStm3bBsC1115L27Ztm6wxEZELTb1nuP/3f//HsGHDWLt2LWvXruWOO+5g8+bNTdmbiMgFpd4z3BdeeIG3336bLl26ACe+l+yRRx7hk08+abLmREQuJPWe4R47dqzOhWtCQ0M5fvx4kzQlInIhqvcMNyEhgXvuuYdhw4ZhsVj48MMPuffee5uyNxGRC0q9A3fs2LF07dqV7Oxsjhw5wtixYxk6dGhT9iYickGpd+CuW7eOmTNnsn37dj755BNmz56Nr68vt912W1P2JyJywaj3Gu7cuXNZt24dALfccgurV69m7ty5TdaYiMiFpt4zXIA2bdp4fvb396empqbBD1hYWEhycjJVVVUApKamcuTIEZ577jlatGjB2LFjGTx4MACLFi3i448/pm3btrz00ku0a9cOh8PBhAkTOHbsGNdffz1PPPFEg3sQEfGGBr1olpCQ4Fm3Xb9+PQkJCQ1+wLfffpvY2Fhuu+021q9fz6JFi9i6dSuvvPIKnTt3Jj4+nj59+rB7927S09NZtWoVW7du5dVXXyUlJYXU1FQGDx5MQkICzzzzDDk5OVxzzTUN7kNExLR6LymMHTuWyZMnU1JSQklJCU8//TRjx45t8AMGBweza9cuKisr+eabb/jDH/5Ay5YtueKKK/Dz8yMiIoKdO3eSmZnJkCFD8PX1JTo6mq+//hqAzMxM7rjjDgD69+/Pli1bGtyDiIg3NGhJoXfv3vTu3fs3PeCtt97Kc889x7JlyyguLiY2Npbs7GzP9sDAQIqKinA6nXTr1g048e3AFRUVAPj4+GCz2ers21DBwbbfNAapKyQkwNstiDQLDQrcxvDKK68wefJkrrzySsrKyhg+fDidO3f2bHc6nbjdbmw2G5WVlZ66w+E40bDVitvtxmKx4HQ6z6mHkhIHLpf7jNsVIA1TXFzu7RZEzhtny49zvlrYuaqqqvJcRzcrK4sOHTpQWFjoCdfc3FzCw8OJjIwkKysLgP379xMUFARAt27dyMnJAWD37t2Eh4ebHoKIyDkxPsNNSkoiOTmZWbNmERYWxuzZs9mzZw8PPvggdrsdl8tFREQEbreb+fPnM3v2bLZv305iYiIAo0ePJjk5mb59+7JhwwZWrlxpeggiIufE4na7z/y3tUE7duwgLy+PgQMHctFFFwEnZsPp6emEhITQo0cPz76HDh1i27ZtREdH17m+Q33VZ0lh1DPLGz6I36EVqQlaUhA5ydmWFIzPcM8kIiKCiIiIOjU/Pz9uueWWU/a12+3Y7XZTrYmINArja7giIr9XClwREUMUuCIihihwRUQMUeCKiBiiwBURMUSBKyJiiAJXRMQQBa6IiCEKXBERQxS4IiKGKHBFRAxR4IqIGKLAFRExRIErImKIAldExBAFroiIIQpcERFDFLgiIoacN99pJhLUxg+rX0tvt9Es1FQd5+ejVd5uQxpIgSvnDatfS7anjvV2G81Cj2feAhS4zY2WFEREDFHgiogYosAVETHEa4H7wQcfkJycDEBBQQFxcXHExcWxfPlyzz5r1qxh+PDhJCYmsm/fPgBqamqYOHEi8fHxPPfcc7hcLq/0LyLSUF4J3Ly8PJYuXeoJ3KlTp5KUlERaWhobN24kPz+fvLw8Fi5cyIoVK0hJSWHOnDkALFmyhPDwcNLS0ggNDWXDhg3eGIKISIMZD1yXy8XTTz9N165dWbNmDT///DN79uyhX79+WCwWbrjhBrZu3cqXX35J//79ad26NZdddhnFxcXU1tayefNmhg8fDkBMTAxbtmwxPQQRkXNi/G1ha9euxWKx8Oyzz5KXl8fdd99NaGioZ3tgYCBFRUW0atWKjh07euqtWrWitLQUp9NJWFgYAAEBARQVFTW4h+Bg228fiHiEhAR4u4XfJZ335sd44O7cuZO7776b9u3b0759e9q0acOuXbs8251OJ263G5vNVidMf6n7+/tTUVGBzWbD6XSeUw8lJQ5cLvcZt+uJ3DDFxeWNchyd94ZprPMujetsz2PjSwpdunTh+++/B+Dw4cMUFhZy1VVXUVBQAEBubi7h4eFERkaSnZ0NgMPhoKioiLZt2xIVFUVWVhYAu3fvxm63mx6CiMg5MT7DjY2NZerUqcTHx3PkyBGefvpp/P39mTBhAlFRUezatYtZs2bh7++PzWZjypQpHDx4kNjYWKxWK3FxcYwbN469e/eybt06FixYYHoIIiLnxHjgXnTRRfz5z38+pd65c2dyc3N59NFH8ff3B2DevHlkZGRgtVrp06cPAHa7nWXLlpGZmcnf//53OnXqZLR/EZFzdd5cS6FLly506dKlTs3Hx4eYmJhT9g0ODmbYsGGmWhMRaRT6pJmIiCEKXBERQxS4IiKGKHBFRAxR4IqIGKLAFRExRIErImKIAldExBAFroiIIQpcERFDFLgiIoYocEVEDFHgiogYosAVETFEgSsiYogCV0TEEAWuiIghClwREUMUuCIihihwRUQMUeCKiBiiwBURMUSBKyJiiAJXRMQQBa6IiCFeDdwnn3yS999/H4fDwZgxY4iPj2fu3Lme7Zs3b2b48OHEx8eTk5PjqaekpHDXXXfx6KOPUllZ6Y3WRUQazGuB+9FHH/Hpp58CkJqayuDBg0lLS6OgoICcnBwcDgczZsxg8eLFLFy4kDlz5gCwfv16Dh8+zKpVq+jXrx9vv/22t4YgItIgVm88aHFxMUuWLOGee+4BIDMzk2eeeQaA/v37s2XLFqqrq+nevTshISEABAUFkZ+f75n1AsTExPDEE0/w0EMPNejxg4NtjTcYISQkwNst/C7pvDc/Xgnc6dOnM2XKFL744gsAfHx8sNlOhGBgYCBFRUU4nU46duzouc/p6gEBARQVFTX48UtKHLhc7jNu1xO5YYqLyxvlODrvDdNY510a19mex8YD97333qNr165ce+21nsC1Wq243W4sFgtOpxMAm81WZ33W6XTidrvr1H+pici5C2zTkpZ+ft5uo1k4XlVF2dHj53x/44G7adMmysrKSExM5NChQ/j5+VFaWkpOTg49evRg9+7dhIeH061bN55//nlcLhcA3333HXa7ncjISLKysoiKivLsKyLnrqWfH2P++pi322gW/vb/XgWaUeAuXLjQ8/Prr7+O3W6na9euJCcn07dvXzZs2MDKlSux2Wz07t2biRMnAhAREUFoaCi33XYbo0aNory8nE2bNjFlyhTTQxAROSdeWcP9xaOPPur5eeHChWzbto3Ro0fTvn17ACZPnkxWVhbl5eUMGDAAOLFu++6775KRkcGwYcO48sorvdK7iEhDeTVwT2a327Hb7afUo6OjT6nZbDZuv/12E22JiDQafdJMRMQQBa6IiCEKXBERQxS4IiKGKHBFRAxR4IqIGKLAFRExRIErImKIAldExBAFroiIIQpcERFDFLgiIoYocEVEDFHgiogYosAVETFEgSsiYogCV0TEEAWuiIghClwREUMUuCIihihwRUQMUeCKiBiiwBURMUSBKyJiiNX0AzocDp566imqq6s5cuQI06dPJzQ0lMcffxyAYcOGkZCQAMCaNWv429/+RkBAADNnzuQPf/gDNTU1PPnkkxQVFdGlSxdSUlLw8dG/GyJy/jOeVGvXrmXYsGEsWbKERx55hIULFzJ16lSSkpJIS0tj48aN5Ofnk5eXx8KFC1mxYgUpKSnMmTMHgCVLlhAeHk5aWhqhoaFs2LDB9BBERM6J8RnuL7NXgJKSEkJCQti4cSP9+vUD4IYbbmDr1q24XC769+9P69atueyyyyguLqa2tpbNmzczbdo0AGJiYnj33XcZOnRog3oIDrY13oCEkJAAb7fwu6Tz7h2/5bwbD9xflJaW8te//pXFixezY8cOTz0wMJCioiJatWpFx44dPfVWrVpRWlqK0+kkLCwMgICAAIqKihr82CUlDlwu9xm364ncMMXF5Y1yHJ33htF5945fO+9nO59eWfysrq5m0qRJTJo0iQ4dOlBVVeXZ5nQ6cbvd2Gw2KisrT6n7+/tTUVHhqYmINBfGA7e2tpZJkyYxcOBABg4ciK+vL23atKGgoACA3NxcwsPDiYyMJDs7GzjxQltRURFt27YlKiqKrKwsAHbv3o3dbjc9BBGRc2J8SWH16tV89tlnFBcXs2HDBsLCwrj//vuZMGECUVFR7Nq1i1mzZuHv74/NZmPKlCkcPHiQ2NhYrFYrcXFxjBs3jr1797Ju3ToWLFhgeggiIufEeOCOHDmSkSNHnlLv3Lkzubm5PProo/j7+wMwb948MjIysFqt9OnTBwC73c6yZcvIzMzk73//O506dTLav4jIufLai2b/qUuXLnTp0qVOzcfHh5iYmFP2DQ4OZtiwYaZaExFpFPrEgIiIIQpcERFDFLgiIoYocEVEDFHgiogYosAVETFEgSsiYogCV0TEEAWuiIghClwREUMUuCIihihwRUQMUeCKiBiiwBURMUSBKyJiiAJXRMQQBa6IiCEKXBERQxS4IiKGKHBFRAxR4IqIGKLAFRExRIErImKIAldExJBmG7iLFi3izjvv5IEHHuDw4cPebkdE5Fc1y8DNyckhPT2dVatWMXbsWF599VVvtyQi8qus3m7gXGRmZjJkyBB8fX2Jjo5mzpw5Dbq/j4/lV/dpF+R/ru397tTnfNaXX2Bwox3rQteY572drW2jHetC91vOu8XtdrsbsRcjXnzxRXr27MnAgQMBGDhwIJ9++qmXuxIRObtmuaRgs9morKz03HY4HF7sRkSkfppl4EZGRpKVlQXA/v37CQoK8nJHIiK/rlkuKdTW1pKQkMBVV13F9u3bueuuu0hISPB2WyIiZ9UsAxegqqqK9PR0QkJC6NGjh7fbERH5Vc02cEVEmptmuYYrItIcKXBFRAxR4IqIGKLAPU/oehByoaqpqWnwfU5+n/2FRIHrBQ888AD79u3z3P75558ZNWoUR44cOev9nE4nW7dubeLufl/27t3LXXfdVaeWkJBQ5/8PwEcffcRLL73kuf3888+zefNmIz02Zz/++COxsbHU1tayf/9+EhMT62x3uVzU1NTw008/8cADD3jqY8eO5cCBA6c95vLlyxk4cCAjR470/Ddo0CDeeeedJh1LY2iW11Jo7lq0aEGLFi0A2Lx5M0VFRfTt25cNGzbQqlUrBg8eTGpqKjk5ORw/fpyRI0cyfvx4ysrKeOmll1i9evUpx1y+fDlLly4lOPjf1yIoLS1lzJgx3HvvvcbG1pzMnz+fH374gcLCQmbNmuWp//jjj7zxxhtcccUVjBs3DoB//OMfDBkyhKNHj2Kz2WjdurXn/6Gc2YIFCxgzZgy+vr5YrVZ8fX2BE5OH1NRUYmNjefPNN0lOTsbPz4+qqirgxHvtL730UuDEDNlisXju27JlS8aOHcs999zjeZz333//nGbSpilwDdqyZQvz589n3759TJo0iZ49e7J3716GDBnCgAEDAHjttdeIiorCarUyc+ZMDhw4QFlZGW+++SYVFRX8/PPPvPHGG1RWVvLwww/TunVroHk/Cb1l5MiRHDhwgEOHDvHwww976jt37uSee+7hkksuAaC4uJidO3cyd+5cxo0bx5/+9CfPvjt27MDpdNKrVy/T7Z/3srOzWbNmDRMmTKhTP378OI8//jg33HADERERDB06lFWrVmGxWHjppZfYtm0bTqeTMWPGcODAAQIDA5k4caLnd+TYsWNkZmby888/e465Z88eoqOjjY7vXChwDerduze9e/cmKSmJ5ORkwsPDefjhh7nmmmsIDw8H4J133sFqteJ2u5kxYwbHjx/n3nvv5aGHHqKsrIyvvvqKpKSkU47dnJ+E3hIaGkp5eTn/+te/ePLJJz31ffv20a5dO0JDQwF46623CAgIwMfHB19fX/Ly8vj222/55JNPaNu2Ldddd50C9z/s37+fmTNn0q1btzr1srIy7r//foYNG0ZcXBwAt956K9dffz1Tp05l2rRpvPPOO7Rt25bbbruNxx57jKefftrz+wEwZMiQU873zTffTLt27Zp+YL+RAteLSktLOd3nTiwWCy6XyzPD/fHHH/nrX/9KbW0thYWFvPPOO9TW1tKzZ0/PE7o5Pwm9rVOnTkybNs1ze/LkyZ6fv//+e7788kv8/Px45ZVX2LFjB2vXrsVqtTJr1ixKSkrYu3evN9o+r7Vo0YLnn3+exYsXe2pff/01hw4d4rXXXuP666/31I8dO8aqVas8t7du3crs2bNxuVzk5eXVCdvo6GjCwsKAExet+uc//1mndujQIdLT0/H3Pz8vr6rANSg/P58tW7bw/fffk5SUxJAhQ6ioqGDSpEn4+Jx4/XLv3r24XC6qqqqYOXMmVVVVxMbG0qtXL/bu3Ut+fj7XXnstPj4+njBt7k9Cb6uoqGDPnj11bv/Cz8+PqVOn8vLLL9OvXz9yc3N54oknePfdd4ETHzFv2bKl8Z7Pd3a7HbvdDpyY7T7//PNUVVXxX//1X3XCFuAvf/mLZ1848ZfH9OnT6dmzJ3369Kmz72WXXUZaWhoA99133ym1xMREz1rv+UiBa1BxcTHHjx8nODiY1NRUwsPD+fDDD1mzZo3nSbJp0ybatGnDTz/9xOLFi9myZQtlZWVceeWVbNq0iT/+8Y8cOHCAm266yXPc5v4k9IZNmzbx3nvvUV1dTUVFBf/4xz882yorK5k5cyYWi4X77ruPfv36AdCjRw+s1n//ynz55Zfs2bOnznKEnOriiy/mvvvu45JLLmHq1KmeeklJCdnZ2ZSUlPDwww973oEzdepUvvrqKxITExk0aBBHjx6lTZs2wIm//n7xy88n1053+3yiwDXo6quv5uqrryYzMxM4MZNyuVx1wnDQoEEAFBUV0b59e0+9sLCQDz74gLfeeouJEyfSq1cvAgICgOb/JPSGQYMGMWjQICoqKnj99dd55JFHsNls5Ofns3z5ch555BHPC5Kn07FjR7p3786ECRPIyMjAx8eHzp07GxxB8+B2u7n44ou56qqryM/P5+jRo9TU1GC1WlmwYAHt2rXjT3/6E8ePH8flcgH/fnF56dKlHDhwgNjYWJYtW0bHjh3Zt28fd9xxBwDl5eUAdWoHDhw47TLd+UKB60X//Oc/ufbaa0+pf/3113Ts2JEffviBL7/8ki5duvDUU09x//3307lzZ8+XZ/7lL3/hkksuafZPQm/59ttvSU5OJjY2FpvNBkD79u0JCgrirrvu4sUXXyQiIgLAc/6sVitHjhwhPj4eOPH2pRUrVjBmzBgF7mnU1NRQXV0NnPhH6tJLLyU2NhaAgIAAUlNTCQwMpKCggOrqarZv305aWhqvvPIKHTp04LrrriMyMpIOHToAJ5Yq3n//fQDPJVlPri1atOi8nlzoamGGvfrqq7z33nusWrWKMWPGMG/ePK688so6++zYsYOysjICAwNZvXo1/v7+lJaW8uKLL3r2mTt3LhEREQwcOJARI0bUeRIuX768Tm3RokWMHj1aa40n+eVdIKNGjTrl/AN88803fPXVV4wZMwY48Ur6xx9/TEZGBm+99Zbn7XYWi4UuXbowa9as8/oXXc4PClzDDh48SFBQEC1btuTrr78+7Qz3dNxut36hRZo5Ba6IiCG6loKIiCEKXBERQxS48rsxYcIEcnJyvN2G/I5pDVekAQ4ePMjWrVsZMWKEt1uRZkgzXJEGOHToEB988IG325BmSjNcaZYGDBhAVFQU2dnZ3HnnnaxatYrJkyezfft2/vd//5dWrVoxY8YMbrzxRs99EhMTmTBhguez/K+//jrl5eV8//337Nq1i6FDh9b56Ol/GjVqFP/617+oqKigTZs2xMTEMHv2bF555RVatGjBo48+CsDw4cOZNWsWK1asoKKigl27dtGiRQteeuklIiMjAXjzzTd57733sFgsJCcney49KBc2zXCl2Ro8eDDXXHMNTqeTRx55hNWrV3P06FE+++wzXn75ZebNm/erx1i9ejWPPfYY69atY+XKlWf91o0VK1bw+uuvExUVRWZmJrNnzwbgpptuYtOmTQAUFBRQVlbm+YRaYWEhn3zyCZMnT+bZZ58FICMjgy+++IKPP/6YpUuXMn36dM+nseTCpo/2SrPVvXt3PvvsM7p3747FYsFutzNy5Ehee+21U64NfCYxMTGecGzXrh0Oh4OLL764QX1cddVVlJeXc/DgQTIyMrj55ps9226//Xb8/PwYMGAAkyZNoqysjC+++IKdO3cSExMDnLhYTlFRUZ0rZsmFSYErzdZ/Xqjnww8/5Ntvv+XBBx9k4MCBPPHEE796jF++xuXk45yLm2++mU2bNvH555/z2GOPeeonr9i53W58fHxwu9089NBDjB8/HjhxUe6zXShHLhxaUpALxo033siNN97ITTfdRHp6er3u09CQDQoK4qeffqK2tpajR49SW1sLnFhW+PDDDzl48KBnxgywfv16jh8/zqZNmwgPD8dms9G7d28++eQTHA4HhYWFDB48mLKysgb1Ic2TZrhyQfn4449Zv349t956K6WlpZSXl3suY9kY/vjHP9KrVy/69u2Lj48PGzduxNfXl8jISIqLi7n99tvr7N+pUyduv/12fH19efnllwHo168fu3btYsiQIfj4+DB16lTatm3baD3K+UvvUhD5jWpra/Hx8eH+++/n8ccf5+qrrwbg2Wef5brrrtN7dsVDM1yRkxQUFHDXXXedUu/evTuLFi067X2Ki4sZOnQovXr18oStyOlohisiYoheNBMRMUSBKyJiiAJXRMQQBa6IiCEKXBERQxS4IiKG/H/ZaZDu4i9AAwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"main_type\",data=df,kind='count')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e146b2e8",
   "metadata": {},
   "source": [
    "### 3.2.3 分类散点图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "e62a011c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.FacetGrid at 0x218b89dfd90>"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432.6x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.catplot(x=\"day\",y=\"price\",data=df,hue='main_type',\n",
    "#            kind='swarn' # 让点散开，但会很卡\n",
    "           )"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "28f0408e",
   "metadata": {},
   "source": [
    "### 3.2.4 箱线图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "774c3d30",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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DLCQi4qajS4ADlSnjpdDQYHl5PcJj4SHVqVNfP/ywx2bMnAJA1sMfFoHczSELGiQmJmrkyJEaOXKkSpcurYSEBPN3sbGxMgxDHh4eunXr1l3bCxQooLi4OHMbkNmSkhJtxomJCffZM+dbsWKZJOmrr5Y4thAgi2BVxxShocGSpODgyw6uJPtr06aDzbht244OqgQAAAD3k+nhWnJyskaOHKlmzZqpWbNmcnFxUaFChRQaGipJOnXqlLy8vFS9enUFBgZKSlkEITw8XEWLFlWNGjUUEBAgSTp9+rTKlSuXKXVv27ZFPj7dtXPn1ky5PSCr27t3tyRrB6ih/fu/d2Q5QJbAqo7S3LmzbMYLFsxxUCU5w2effWwznjnzEwdVAgAAgPvJ9MNCN27cqH379ikiIkLbt29X2bJl5ePjoyFDhqhGjRo6efKkJk2apAIFCsjDw0NjxoxRcHCwOnXqJFdXV3Xp0kX9+vXTuXPn9M0332jevHmZUrf1/DHr1q3Wyy+n7RxvQE5k7Vqz+uqrJRwailztn6s6tm3bUYUKFXZ0WZnu6NEAm3FAgD+L4DyE4OBLNuNLly46phAAAADcV6aHa507d1bnzp3v2l6pUiWdOnVKQ4cOVYECBSRJn3/+ufbv3y9XV1c1aNBAklSuXDktX75chw4dkp+fnypUqJDhNW/btsVmvHPnVgI2QP88byHnMUTudq9VHXv18nFwVQDuNHfuLB09GqA6deoR+gIAgHTjkHOu3ctjjz2mtm3bqlChQuY2Z2dnNWnSxAzWrIoVK6a2bdtmSrAmyWbVMymlew2A07+Mgdzl8GHbVR0PHz7k4IoA/JO1szIgwN/BlQAAgJwky4RrALKXnj29bcZvvEGHDnK3unXry8UlpSHcxcVVdevWd3BFjuHs7GIzdnFxuc+eQObifIAAACCjEK4BsEvTpi1sxrn5fGvr16+Rj093ff31OkeXAgdq06aDnJ1TOjidnZ1z7aqOjRo1sRk3bNjkPnsCmete5wMEAABID4RrAPCQduz4RpK0detmxxYChypcuIgKFy4iSSpatEiuXMxASgkZ75RbQ0YAAADkHoRrAOxyr4U+cqP169fYjOley90iIsIlSWFhYQ6uxHGsAaNVbg0ZAQAAkHsQrgGwCwt9pLB2rVnRvZZ7cT6nFJMmTbAZT536gWMKAQAAADKJq6MLAABkL2fOnNKKFUsVGnrlvvv4+HSXJJUpU1Y9e76pKlWeyqzyHOZe53Pq33+Ig6pxnEuXztuMz5//w0GV5Aw1a9axeWzVqVPPgdVkb48/Xlnnz581x5UrV3VgNQAAICchXAMeIDUhgpQSJOSmEAG5m5/fYoWF/Z2qfUNDr8jPb7E++uizDK4KyJlOnz5hMz5+/DcHVZL9+fpOMIN/SRo9epwDqwEAADkJh4UiTaZOnSQfn+6aMWOyo0vJFH5+i/81WLOyhgi5RceOXWzGnTt3c1AljtWqVVubcZs27R1TCIAcKS4u9oFjpM3jj1eWRNcaAABIX4RrSBPr4RRnz552cCVwtDNnTj9wnFu8/npXm3GHDp0dVEnm6d27j8qUKZeqfcuUKafevftkcEVZQ82adWzGHL4HZD2+vhO0ZMkqutYAAEC64rDQe0jt+YRy22GAU6dOshnPmDE5x3847d27j1asWKbQ0JB/3bdMmXLq2dM744vKIs6csT1U6cSJ3HuoUqtWbbVjxze5pmutSpWnNGXKx+b4zsOsJGnJklWZXVKWEBISbDMODg6+z545W7FixRQZGXnHuLgDqwFsrV+/xny9zg1/DAEAAJmDcO0eUns+odx2LqE7TwIs5Y7utX+GCBJBAu72+utd7+pgQ+4TGvrPcO2ygypxrCeffFr+/vvN8VNPPePAagBb1hWet27dTLgGAADSDYeFAgCAdHNnsCZJBw784KBKAFvr16+xGX/99ToHVQIAAHIawrV7SO35hHLTuYSAfypSpJjNuFixEg6qBACAf2ftWrPaunWzYwoBAAA5DoeF3gPnE7q3xx+vbHNoKCtt5W7Xr0fajCMjIxxUCQAAAAAAjkPnGlLN13eCzTinL2YAAACQE23btkU+Pt21c+dWR5fiUMwDACC9EK4hTayHAnIIIABASllhe+zYUfLx6X5Xp7eVj093jR07SmfOnMrk6oD/06pVW5txblnh+V42bVorSVq3brWDK3Es5gEAkF4I15Am1kMBOQQQ+D9z586Sj093LVgwx9GlAJnOz2+xQkOv/Ot+1hW2AUcJCQl+4Di32LZti804t3ZtMQ8AgPREuIZU40MIcG9HjwZIkgIC/B1cCQDgfo4fP2YzPnbsqIMqcSxrt5ZVbu3aYh4AAOmJcA2pxocQ4G5z586yGdO9htyGFbYBAACQ27FaKAA8BGvXmlVAgL/69x/ioGqAzMcK2wCQNuvXr9GOHd+oTZv26tChs6PLAQCkA8I1AAAA5DhnzpzSihVLH3hOQB+f7ipTpqx69nxTVao8lYnVOU7Hjl1sjkbo3LmbA6txnDx58igxMdFmnFl27PhGkrR162bCNQDIIQjXAACwQ2q/uEvKdV/egazAz2+xwsL+/tf9rIttfPTRZ5lQleO1bt3OJlx7+eU2DqzGce4M1u41zijr16+xGX/99ToCNgDIATjnGgAAdkjtKpkSK2UCyFoef7yyJKly5aoOrsRx3N0LPHCcUaxda1Zbt27OlNsFAGQsOteAO/zzXEHpcRnON4TsLq3Pi9Tsz/MCQEbr3buPVqxYptDQkAfuV6ZMOfXs6Z05RWUR58+flSSdPXvawZU4TvXqNeXvv98c16xZ24HVAACyO8I1AADskNov7lLu/PIOOBqLbdwbhyWmuDNYk6QDB36Qt3c/B1UDAMjuCNcAALADX9wBZEf3OiwxN4ZrAACkp1wfrmXEYYASX6oAADkThwlnnNQskiHlzhUuAQAAsrJcH67h/ljCXvKs0jXNl7l5Zs2/75TN8IUPd+J5AWSM1K5uKeW+FS6Bh+HIzzGsLJ31pPbxIPFvAiD1WC0U95XalfBYBS/nY1VEAACypzNnTmns2FHy8el+305SH5/uGjt2lM6cOZXJ1WUOR36O4TNU1sO/CYCMQOcaAKQSHXwAMhKLZCAjpLYjkm5IAADsR7j2D/Yc7iTlzEOeWMIeVnzhS8EhW8DdOEw4/fxzkQzp3ues4xx1d+McungQR36O4TNU1sO/CYCMQLiG+2IlPFil5gtfyZKlNW0aQVJukFuDEU7kj6yAxwzSij+Wpu5zTIsWL6tbt94Zftt8nnY8/k0AZATCNeABcmuIYI/cEKzxl07gbrxOAlkbQULqZESwBgDIPQjXIInDKYDUSM1fvnnMAwDgWBnxuZb39+yLznMAmYFw7R/4CzzAh1Ir5gFARuI1BumNx5TjEeQAQO7k7OgCAAAAAAAAgOyKcA0AAAAAAACwE+EaAAAAAAAAYCfOuQYAAFLt3879wyIfAAAAyG0I14A7pOZLIF8ckdsQpgAAAADA/WXbcG3BggXasWOHihYtqunTp6t48eKOLgk50Jkzp7RixVKFhl657z7WYKFMmbLq2fNNVanyVGaVBzjEvz0v7gzbeF7kfKl9PPBYAAAAQE6VLcO1Y8eOae/evdqwYYOOHDmimTNn6sMPP7Truu7VYTFmzH8VFvZ3qi5fqlRpffTRZ3bddlbCPNybn9/iVM9BaOgV+fktzpHzANyJ5wXulNrHA48FZCQ+x6RgHlL8cx7SMgdSzpkHAEDmyZbh2qFDh9S6dWu5uLioTp06mjp1apouX6yYxwN/7+KS+nUeXFycVaKEZ5puP7tgHtI2B9b9c8I8bN261WY8YMAAXbly/+69fypbtqzmz5+f3mVlOubh3nhepODxkIL3iqyF+f0/PDZTMA+Z+771z/eK48eP68svv1RQUNC/XrZ8+fJ66623VK1aNbtuG/fGvwmAzOBkGIbh6CLSatq0aapVq5aaNWsmSWrWrJm+//77VF8+MjJGFsv973bKIS7LFBoa8sDrKVOmnHr29M6xh7gwD6mfA4l5sGIeUjAPKZiHFMxDzp6D9MJjKn3x2EzBPPDcQubIicE0gNTLluHanDlzVLFiRbVu3VqS9MILLygwMDDVl/+3cA0AAAAAgNQiXANyt7T1SGcR1atXV0BAgCTp0qVLKlKkiIMrAgAAAAAAQG6ULTvXkpOT1aNHDz399NP6+eef9dprr6lHjx6pvjydawAAAACA9ELnGpC7ZctwTZISEhK0d+9elShRQs8//3yaLku4BgAAAABIL4RrQO6WbcO1h0G4BgAAAABIL4RrQO6WLc+5BgAAAAAAAGQFhGsAAAAAAACAnQjXAAAAAAAAADsRrgEAAAAAAAB2IlwDAAAAAAAA7ES4BgAAAAAAANjJ1dEFOIKzs5OjSwAAAAAAAEAO4GQYhuHoIgAAAAAAAIDsiMNCAQAAAAAAADsRrgEAAAAAAAB2IlwDAAAAAAAA7ES4BgAAAAAAANiJcA0AAAAAAACwE+EaAAAAAAAAYCfCNQAAAAAAAMBOhGsAAAAAAACAnQjXsgnDMBxdQqrEx8fLYrGkal+LxaK4uLg0XX92mYcHSe383E9OmIP0wDxkb8nJyUpISHB0GTlOdnxehIWF2X3Zq1evpmMlcJSHfV98kOz4nMgI2XEeHua1AQ+WHR8P95OYmKhLly7ZddmcNA8AHI9wzQ6GYSg5OfmB+1gsFhmGoXPnzmnIkCEaNWqURo0apZYtW5o/v/3229q+fbvN5TZs2KB9+/ZJkjp06KCYmBhdunRJvXv3znJvADdv3tS6des0a9YsjRkzRn369FHXrl21d+9ede3a1WbfrVu3KjQ01GbbypUr9fnnn9/zurPTPEhS+/btbcZxcXF3zYEkhYSEqEOHDkpISNDvv/+uXr16SUoJGv75JTG7zcHu3bsVFxen+Ph4RUVFKTY2Vt26ddOZM2cUExOjmzdvKikpSZ9++qmio6NtLvvFF19o3bp197ze7DYPVklJSWm+zK1bt/51n4SEBNWvX9+ekrKUQ4cOadSoUQ/c58qVKwoICJCUcr87duyYGaWlm7S8V/xTXFychg0bpr///ltjx4696/fZ9XnxT1evXtWbb76pqKgoSVJ4eLi2bNli/hceHm7u26dPH128eNEcX79+Xd27d9eNGzcyu+x0d+7cOb322ms223r06GFzfyXp22+/1fTp083xlClTdPDgwUypMaOMGzdOq1evTtW+D3qNzCnPiXuZNGmSjh49mqp9c8o8pOa1ISkpSSEhITp58qR27dqlOXPmaODAgYqNjZWU8nhZtmzZA8Pb1LzvZrTg4GDzP+vnoyNHjuiDDz6472Ue9P5y5/bs+HiYOnWqzp49K0mKiYkxPzffz6VLl9S/f/8H7pMd5wFA9uPq6AKyo5MnT+r999+Xq2vK9EVHRys6OlpeXl7mPsnJyZowYYL+97//SUp5c5CkqKgomxBl/fr1ev7551W6dGlJUrNmzdS7d289/vjjypMnj5ydnTV69GiNHz9eTk5OmXUXU8Xd3V2JiYlq0qSJLl68qHbt2unAgQNydnZWnjx5bPYtWLCg3njjDQ0bNkzz5s1TwYIFFR8fr5iYGJ04cULx8fHq0KGDGTZll3k4fPiwEhISlD9/fn377bcKDw/X1q1blT9/fp0/f169evVSXFycNm7cKCnlA8Nrr70mNzc3ubq6yt3dXREREfL19VWFChU0btw487qzyxxYJSUlqUePHho2bJgOHjwoZ2dnhYaGys/PTwUKFFCxYsXUv39/RUZGavDgwVqwYIHy5s1rPl6sjxmLxaLk5GRznN3mQZL++usvDRs2TJs2bVJQUJDGjx+v5cuXm7+3WCyyWCy6evWqxo4dq8WLF0uS+vbtq48++kiPPPLIfa/b+tjJbsLCwjRo0CB5eHjIyclJFy5cUNGiRdWjRw85OzvL2dlZMTExWrp0qfbs2aOyZcvKzc1Nhw8fVlxcnJKTkxUbG6s9e/bIyclJzZo1c/Rd+lepfa+YOHGiRo8erWLFiik6Olpt2rTR3r17denSJQ0fPlzBwcHq2rWrPvroI1WqVElS1n1ehIaGqmPHjnryySd18uRJff/992rZsqWqVKkiSbp8+bImTpyoBg0aqFu3bjIMQzExMerXr5+SkpI0ePBgrVmzRq+//rqmTZumnTt3mtd95+vEwYMHFR4eroYNG2r79u3Knz+/WrRoIT8/P+3bt0+GYchisahp06bma3J4eLgqVKigs2fP6siRI3e9TznKnDlz9OeffyosLEyTJk0yt//111+aO3eunnzySfXr10+S9N1336l169aKioqSh4eH3N3ds8z9SK2goCDztUBK+Xzk7++vbdu2yTAM3b59W6NGjVKdOnXS9BqZVZ8T93P8+HFNnjz5vr8fM2aMatSooaioKJ09e9b8fNCtWzc5OzsrOTlZrq6uiouL05o1a+Tm5iYp685DRrw2JCUl6f3331fp0qXl7Oyshg0b6tFHHzU/cw8ePFi1atWSk5PTQ73vZrQuXbrolVdeUUBAgAYOHKhWrVqpevXq2rlzpwzDMF/P1q9fr+XLlysxMVE9e/bUnj175OzsrJMnT6pUqVJycnJS8eLFVatWLQ0ZMkRS1n083E9MTIwOHDig0aNHS5LWrl2r2NhY+fr66vr16+rYsaNeffVVTZw4UefPnzcv5+7urj59+pjjsmXL2vwhIrvNA4DsKft9Q8sCnnnmGW3atMkcz5w5U1WrVlWLFi1s9ktISFCRIkXUtm1b/frrr2rYsKFmz56tAQMGKCAgQBUqVNC5c+fMDpeuXbvKyclJzs7Oeuedd3Tu3Dn169dPt27d0owZMxQXF6eZM2fafDFzJBcXF+3evVt169bV5s2bVaNGDS1cuPCuLovk5GTVr19ffn5+Kl26tFq1aqXx48drwoQJGjt2rD744AN5enqa+2eneXjsscf03//+V5K0Zs0affzxx/Ly8lJCQoK++OILde/eXcWKFZMkzZ07Vz/++KN69OghKaUz5eTJkxo+fLiGDBmiunXrmtebnebAqlWrVnrhhRfk5OSkL7/8Uh4eHrp165aCgoLk4uKi/Pnzy8XFRR9++KHWrl2rFStW6McffzRDuDx58mjLli1KTk5Wo0aN1Ldv32w5D5I0b948eXt7y8XFRa6urnJxcZEkxcbGasaMGerUqZO+/PJL+fr6ys3Nzfxra3JysvkBPykpSU5OTnJycrIJG6WUkCYpKUmurq7auXOn8ufPr0aNGmX+HU2DUqVKmSHz9OnTVbNmTb311lv66aeftGjRIs2cOdP8st2sWTPNnDlTrVu3lpQyL9a/xCclJcnZOXs0Xaf2vUKSSpYsqWXLlmngwIHy9vZWq1attGLFCr322mvasmWL+vTpo0KFCknK2q8Pbm5uqlGjhubOnatu3bqpQIECKly4sBo0aCBJ+vHHH80Q4IMPPtC3336rESNGmH90KV26tCpUqKB69eqpUqVKKlq0qPz9/TVnzhxdvHhRI0eOVK1atXTu3Dm1bt1aTZs2lSTNmjVLNWrU0MCBA9W6dWvNmzdPU6dOlZ+fnwYMGKAqVaroq6++0rRp09SuXbssFUh17txZly9fVkhIiAYOHGhuP3HihLp166by5ctLkiIiInTixAn973//U79+/Wy6Wo4fP67Y2Fib95GsKjk5WUWKFNGyZcuUmJiohIQERUdH68qVKzp9+rRq166tpKQkDRs2LFWvkS4uLln6OXE/cXFxevTRRzVt2rS7fjd27Fizo2rhwoUaNmyY/vjjD61evdrs8mvXrp22bNlic7msPA8Z8dqQnJyswoUL6/3331enTp00adIks9tt48aN6tmzp3lkwcmTJzVv3rxUP6YyU/ny5eXr66tOnTrp9OnTmj17thISElSsWDF16dJFFotFb7zxhqSUMDAkJEQVK1Y0/2jXuXNnvf7663JxcbHp8M7Kj4f72bBhg+rXr68ZM2bI29tbu3fvVqlSpdSzZ0999NFHaty4sSTp7Nmzmj9/vm7cuCF3d3cVL15cFy9eVGxsrJ555hnz84OUPecBQPZEuGan2bNna/v27cqbN69u3LihgIAATZ48WYULF1Z8fLxeffVVDR06VP/73/80YsQIXb16VQUKFJCU8te7Y8eO6dixY5o7d64ZLPn5+cnNzU3nzp3T+PHjVaJECfn6+urzzz/XhAkTzA/YWcngwYN1/fp1TZo0Se7u7mrWrJnKli1rs8/hw4c1efJkjRo1SqVLl9batWtVoEABnThxQt9//72CgoIkpXw5Kl26dLaah+joaDVu3Fjr1q1Tq1atJEl58+aVq6urnJ2d5e7ubnbfHDhwQK+++qokacKECTp+/LgeffRR+fn5ycnJSfHx8cqbN6+k7PdYOHTokDZt2qR3331Xf/31lwYNGiQnJyd99tln6tSpk4oVK6bExEQdOXJEISEh6t69uwzD0JtvvilXV1ctXrxYxYsXV7t27czQSMp+8yBJgYGB2rx5s/lXY6v4+HgNHz5c9evXV7Vq1dSmTRtt2LBBTk5Omj59uo4eParY2Fh5e3vr8uXLKliwoIYNGyYPDw9NmDBB7u7uCgoK0ty5cxUfHy9/f38VLFhQs2bN0kcffeSge5s2YWFhmjJligIDA9W2bVvzr8qVKlVS79691bJlS7388ssqUqSIKlWqpOnTp6tOnTqqVKmSzp07Z15PVvx3v5/UvlfExsZq0qRJio6O1qVLlzR27Fi1bNlS+/btk6enp0aMGKElS5ZIytrPCycnJ/3888/q1q2b/vjjD7m6usrDw0PPPvusJOmPP/4w961UqZK++eYbvfnmm9q/f79mzZqlyMhISSmdadbuxHr16qlevXoaNGiQfH195eXlpYEDB+q5554zvwytWLHCfN21sv68YMECubu7KywsTL169dLly5czZS5Sq2TJkrp586bOnz9v/rFGki5evKjixYurZMmSkqRFixbJ09NTzs7OcnFxUVBQkM6ePaudO3eqaNGiql27drYI16ydqseOHdPQoUP1+OOPKzw8XCVKlFC1atUUHh6uRo0apfo1smnTpln6OXE//9aB7OLiosOHD+uHH35QmTJltHPnzrveV/4pK89DRrw2uLi4qFChQgoMDNQrr7yiEydOyNPTUw0aNJCXl5fq1q2rxYsXq2fPnnrmmWfS9JjK7LkJCAhQ9erVNWrUKD366KOKj49Xt27dbPZbv369zWU6duyoKlWqKDg4WF9//bWcnZ21bt06de3aVe3bt8/Sj4d7iYuLk5+fn/lv+ddff8nX11cnTpxQly5dNHDgQOXLl0+S9PHHH2vlypX66aef9O6772rp0qXq0KGDli5dKmdnZ82dO9e83uw2DwCyL8I1O7m5uWno0KF65JFH9NVXX6lr165as2aN3njjDV2+fFnBwcHmvgMGDJCbm5seffRRNWnSRIZh6Omnn5Yk3bhxwwzXrl69qrVr1+rkyZP6/PPP9dZbb6lChQoaMGCABg4cqK5du6pnz54Oub/3cvPmTX322Wd3fUC0tvhbvfjii/rkk08UGRmpoKAgffLJJ9q0aZMmT56s6dOn6z//+Y98fX1VqlQpSdlrHlxcXJSYmKjw8HBVqlRJO3bs0MGDB+Xi4qKyZctq1apVSkpKUqdOnfTVV19pypQpkqThw4crKipKY8aMkcVikYuLiz7//HOVKlVK3t7e2WoOJKl+/foKCwvTN998owoVKigqKkrOzs7muSwiIiKUmJioypUry8/PT9evX1ejRo00btw4ubm5mS35mzZtUkJCghYsWCBPT89sNw+XLl3SxIkTVbVqVZvt0dHR8vHxUdu2bdWlSxdJ/9fpN27cOI0fP14rVqxQ0aJF9corr+jtt9/WO++8YwYH1kPjXn31VT377LMqWLCgPvnkE7m7u2vp0qXmcycrCwoK0uDBgzVhwgT98ssvNmFZfHy8fH19derUKeXNm1eTJ09Wy5YtNWLECO3evVsnTpxQvnz5NGLECAfeA/uk9r2iQIECmjBhggYNGqQ8efIoJCTEPD+MYRhm8C5l/dfI559/3uxOsdb77bffSpLOnz+vxMREHT9+XB988IHc3NzUv39/Xb58WW+99ZbZgfnbb7/dNyi6du3aPc+R4+TkpF27dumbb77RH3/8oY8//lglSpRQ//797+pcs1gsWa4DskKFCho/frw5fvfdd82fL1y4oJ9++klubm767LPPdPz4cW3ZskWurq6aNGmSIiMjbZ5TWZmTk5Py5MkjNzc3NW3aVFOmTDH/yGQ9NYSUttfIrP6csFexYsXUs2dPXb58WZUqVdILL7zwwP2z+jxkxGvD6NGjlTdvXi1dulSvv/66Zs2aJUkqU6aMRo8erfz585ufU9PymMpsV69eVf78+SWldNMtWrRIX3/9tSSpWrVq5mHB8+fPV3x8vJ599lklJiZqzJgxCg4OVuvWreXi4qKQkBCb68zKj4d/+vbbb9WwYUNJKa8TwcHBWr16tSpXrqyFCxfq559/Vvv27dW/f3+VKVNGjz/+uPr166ePPvpIp06d0n/+8x999tlnOnz4sM3re3abBwDZF+Gane48Pj8hIUE3b960OZGm9fcbNmxQYGCgeT6Y5cuX67nnnjMPSdm7d69WrlwpKeUL9JNPPqnhw4fLyclJXl5eioiIUM2aNbV8+XIFBgZm4j38d56envLz81OePHkUEBCgGTNmqG3btvrPf/5z176PPPKIChcurEGDBqlMmTLat2+f/P391aJFC23cuFFFixY15yw7zUOlSpUUHR0td3d3HT16VAMHDtShQ4fM8PTq1asqW7asXnnlFUkpj5WEhAQzOCpVqpT5ITN//vzmIaPZaQ6s7jwU4ZVXXjG7LaSUhRz69OmjcuXKaebMmUpKSlLevHn/9STW2W0e8uTJoylTpmjhwoXmtl9//VUhISGaNWuWzRej27dva8OGDeb4yJEjmjx5siwWi4KCgu76gB8YGKinnnpKbm5u8vT0VO3atfWf//wnWwRrUkq32ebNm+Xs7KyCBQvaLPhhPSynZs2akqT3339f7u7ucnZ21nPPPad+/fpp0aJF5utmYmJilgxH7iW17xXJycn6448/lJSUpMTERFWoUMF83bBYLNqzZ495maz+vPjll1/k7e1thj2VKlVSo0aNzK6BFStWqFu3bjaHzFqdOXNGX331ld5++215e3urRo0aMgxD/v7+unDhggYNGqTWrVsrLi5OI0eONB8D586dk8ViUcuWLfXkk09q3rx5euedd7Rx40atWbNGCQkJCg8PV7du3eTi4qKkpCTzELSsIi4uTmfOnLEZW7m5uWncuHH6+OOP1ahRI506dUojRowwX0MTEhJsAtisLCoqSp6ennJyctK+ffvUrVs33bhxQ7dv39a3336rW7duafbs2SpRokSqXyOz+nPCXk888YRKlCihESNG2HTi3E9Wn4f0fm24evWqxowZI2dnZ128eNE8qX3Xrl21Z88eVa9eXW+//bZ5HWl9381Mbdq00bp16xQREaGrV69q9OjReumll3T8+HGtWbPG3G/AgAFmgObs7Kzff/9dFSpUkPR/q+5mx8/TktSpUyc98cQT2rVrlySpbt26qlKlirZt26bly5fr/fff14gRI8wjHE6cOKHhw4frtdde07hx47Rw4UL1799fnTt3tvkMmt3mAUD2RbiWDk6ePKno6Oh7HmqSL18+HTt2TM2aNZOTk5NcXV116NAh83wO1i+L0dHR2r59u/Lly2d+WD558qTCw8PND8y3bt1Snjx5stSJvOPi4hQaGqply5apWrVqunLlin7//fe79jt06JB+++03LVy4UBMnTtQjjzyisWPH6tKlS6pQoYIqVqwoKfvNQ1hYmE6ePKkKFSqoY8eO+uabb3TlyhXdvn1bUsr98fT0NM8TNXbsWOXNm1exsbGaOHGiGaxKKYGBs7NztpuDO7333nt6//33lSdPHvM8KlLKocHWL7JxcXFat26d+vTpo759++r69evm72JiYvTcc89p4sSJ2XIeypUrp3LlyklK6WKbMmWKEhISVKVKlbs6Dj799FNzXynl0LAJEyaoVq1aNnMnpTw2Pv30U5uTXw8fPlxdunTRM888c1enXFZlDUKSk5N1/fp1c/ud51STUh5H1vMN/fnnnwoJCVH//v3Ny1v/Wv/PLtms7kHvFTdv3pS/v79u376t8uXLa9KkSfrjjz+0b98+9e/f3zxMKTs8L+48r5JV7dq1NXPmTP3+++/mF9jly5frq6++UokSJRQTE6MaNWqYlylevLi6deumVatWqXnz5oqPj1exYsU0Y8YMeXl5aevWrdq8ebP5Xrpnzx7znHR36tChgzp16mR+Mbee3yqrrA63Z88erV+/XomJiYqLi9N3331n/u7WrVuaOHGinJyc1Lt3b7Nz5/nnn7fpGP/pp5905swZm0NKs7LLly/r0UcflSQ1btxYU6ZMUVhYmHx9fc2TzEspK6Gm5jUyOzwn7GXtes6XL58GDBigZ555xjzR+732zerzkN6vDSNHjtS2bds0YcIEBQUF6ZVXXtErr7yiY8eOqWfPnmrWrJlWrVqlZs2aqVSpUml633WE559/XsePH9f58+f10ksvSUo5lcw/T7dyp1WrVql9+/bKmzevJk6cKE9PTz3yyCPZ4vHwT9bzzFp5eXlp/fr1qlOnjp5++mn169dPK1as0B9//KHPP//cXDF12bJlWrZsmaSUI4IWLlyo999/X0uWLFGZMmWy3TwAyL4I19LBK6+8olGjRumTTz6563cFCxZURESEwsPDzUN8GjZsaIZq1m0FCxY0T/YtpbRGb9q0SRaLRV988YXZKp6VWFv3n3zySV29elXPPvus6tevb658KkkHDhxQ+fLldfDgQbVs2dLssnniiSfUtGlT9enTR/7+/lq1apWk7DcP+/bt01tvvaU5c+boueee03PPPafAwEDzTT4wMFA//vijtm/frmXLlpkfGiwWi/766y+bbq/k5GSNHDlSDRs2zFZzYHXq1CklJiaa9d3ZwXjnuVQ2btyoqKgoSSndGHeeRDYwMNDs0Mluj4V/Kly4sHr37q3y5cvbrAIbGRmpwMBARUZGauDAgTpy5Igkady4cfrll1/Uq1cvNW/eXFFRUSpUqJCSk5P1/vvvq1q1anriiSfM6/Hw8NDnn3+uAQMGqG/fvurUqVOW7ly5ceOGunfvLg8PD92+fVuLFy9WiRIlzN9t27ZNUVFRmjp1qubMmaPk5GStW7dOhw8f1rBhw3ThwgUNGTJEvr6+Gj58eLY8R8r93isMw1C+fPnk7e2tI0eOaPz48QoKClJERIRu3Lih06dPK2/evBozZoyef/75LP28MAzDpjvFumBP3rx5VaFCBRUqVMjsJHF1dZW3t7d69uypwMBA7d6927yeXbt26YcfftBzzz2nZ599Vs8++6wOHTokKSWgtx5Ob9W8eXObOv7++2+NHz9eHh4e+uWXX3T79m2zc80aVlu7PRypefPmat68ueLi4jR79mwNHjxYHh4eunLlilauXKnBgwfL3d39vpcvU6aMnnrqKQ0ZMkT79++Xs7OzuaJsVuXv728GhTExMXr33Xc1bNgw3b59W0FBQSpYsKAOHTqU6tfI7P5e8SAeHh7q3r27qlWrpkqVKj1wIY6sPg8Z8dogpfzxLigoSLVr11bFihXVv39/ffnllypXrpy++OIL7d27Vw0aNNC3336b6seUI0yfPl2///672rRpo+DgYDOADg0NNQPBpKQk7dixQzExMXrmmWckSd7e3ubP27dv1+zZsyVl/cfDv7l9+7aSkpJUpUoVLV26VJUrV9acOXP08ccfq2PHjpo0aZKuX7+ugwcPatSoUebl1q9fLxcXF7Vq1cq8j9l5HgBkL4RrD2H27NnmSap//vlnXblyRT/++KPi4+PVoUMH/f3335oyZYq6d++uZ599ViVKlNCSJUtUvnz5+34JvnnzptauXav9+/dr7ty5OnnypHr37q0+ffqoefPm/3oC3MxUrVo1s3V/3Lhxql27tqpVq6aYmBjdunVLSUlJ2rlzp5o2bar9+/fbBAySdOzYMV29elWGYWj37t1q06aN+WUpu8yD9fxZ1g8zUsqKbtbzxkRHR6tBgwZq166d2rVrZ+4TFRWlIUOGmCs93Ut2mQMpJSycNm2a2VllGIbNoZEhISF64YUXFBMTo6VLl9qclPftt9+26VyrU6eOzXVnp3mwMgxDhQsX1tNPP60rV64oKirKPIxh3rx5Kl68uD744APFx8ebh3FYV0RcsmSJLl++rE6dOmn58uX666+/FB0drYkTJ951O//5z3+0fPlyffjhh6pVq9Y9D8nOKgoXLqxvv/1WcXFx+u9//6t33nlHjz32mG7duqU333xTHTt2VOfOnZWQkKAlS5aYQUqPHj1Uvnx5nTlzRu3atZOvr2+2C9b+7b3i5MmTevLJJ2WxWGSxWDRjxgxdvXpVw4cP17Rp0zRz5kzNmjVLRYoUMa8zqz4vEhISzO4UPz8/WSwWRUdHa+jQoXrvvffUo0cPvfzyy6pZs6acnJy0bNkybd++XTExMapdu7b5fIiKilKbNm3MRWDutGvXLvMQ4n/6/vvv9cUXX+j5559X+/bt9dRTT0nSXZ1rWcnZs2fNlQKtK+aWKlVKRYoU0WuvvaZp06apWrVqkv6v487V1VU3btwwD69OTk7WqlWr5O3tnaXDtb///lt79uzRe++9p/3792vfvn1q1aqVzpw5o+HDh2vkyJEqX768/vOf/6T6NbJMmTKSsu5z4n4Mw9C+ffvUuXPnu34XFBSk1q1byzAMVatWTb/88ou++OIL3bp1S3PnzrUJ2axd71n981NGvDacP39ekydP1vz58zVp0iTVrFlTo0ePVkhIiCZPnqwiRYpo1apVyps3r/Lly6cXX3wxTY+pzGIYht59910lJydr0KBB6t+/vyIjIxUREaEffvhBI0eOlJTyWatt27bKkyePuVrq1KlTba4rNDRUw4cPN8dZ9fFwP9bXOOuhsImJiWrfvr2OHj2q4cOHq0+fPnr++efNBT/udx3/DM2y2zwAyKYM2GXOnDnGtm3b7vm7bdu2GbNmzTIiIiKMAwcOGH5+fsaWLVsMwzCM/v37G926dTN69uxp9OzZ0+jevbthGIaRkJBg9OnTx+jQoYOxfPlyIz4+3ry+v//+2xg3bpzx4osvGufPn8/4O5dGfn5+RqNGjYzQ0FBz27vvvmt07drVGDp0qHHs2DFj6NCh5u/69OljfP/998Ybb7xhnD9/3oiMjDSGDx9u7Nu3L9vOQ5s2bcyfrf+m8fHxxoABA4yNGzfetf/Vq1eNLl263PO6suMcnDt3zvjss8/M8UsvvWT+HB0dbfTq1cv45ZdfjF27dhnjxo0zf+fj42MEBQWZ44CAAMPX19cwjOw5D1Z9+/Y1Ll68aBiGYVgsFmPYsGFG27ZtjbZt2xo9evQwQkJCDMMwjCtXrhg+Pj7G0aNHjaFDh9o8h86dO2dYLBab671x44YxdOhQo0ePHpl3Z9JZ27ZtjWrVqhm1a9c2mjRpYnTo0MHo1auX0ahRI2P9+vWGYRjGDz/8YNy+fdv44IMPjJYtWxorVqwwDMMwli1bZnTu3NkYM2aMER0d7ci7kWqpea+YM2eO4e/vb7z99tvG9OnTjbVr1xrt27c3Tp8+bRiGYfj7+xuvvvqqcfz48Sz/vEhISDAf34ZhGOfPnzeqVatmfPfdd4ZhGMZPP/1kNGnSxAgODjbWrVtnbNiwwTAMw/j555+N6dOnG7/++qvx7rvv3nW9n3/+uVG/fn0jNDTUeOmll4wzZ87c8/bDwsLMx0ZYWJjx2muvGV27djXatWtn1K1b1+jatavRpUsX44svvkjvu24Xi8VijB8//r7359dffzWWLl1qjl9++WXDMAxj3759Rs+ePY2uXbsaXbt2Nbp162aMGzfurteMrObkyZPGggULDMMwjJs3bxonT540goODjbFjxxqGkfLcf+utt4yrV68ahpG618is/py4n4MHD97zsW4YhuHr62vs37/f+PPPP42OHTsaS5YsMS5evGj89NNPxuuvv27+u3ft2tV4/fXXDX9//yw/Dxnx2vD7778bJ06cMAzDMN544w0jPDzciIqKMl5//XVj165d96wjre+7maFDhw6GYRjGunXrjA8//NAwDMM4fPiw8eabbxqLFy++b013ftaymjVrlrFu3bos/3i4n59++smYNm2aYRiGsXHjRqNp06bGwIEDjT179hjJyck2+x44cMBo1KiR+Z2qZ8+eRsuWLY01a9aY+2TXeQCQPTkZRhY58Qj+tR09Pj4+Sx72FRUVZf5VML2uL7vNw61bt+7ZWm7tVkqr7DgHD2IYhs15NFIrp81Dejh69KieeeaZbHu/L1y4oLx586p06dI2z43IyEjly5dPBQoUMLcFBQWpSJEiZjePlNKhc+HCBZtDZHOaGzduKH/+/Db/xjdv3pSHh4ecnJyy1fPCMAydP3/epqsyISEhzYsJBAcHq0iRIsqbN69+/fXX+3au/fO2ExMT77oti8Wi5OTkBx5ih+wlOz0nMlJ2mof0em3IadLyeel+nz2tstPj4V7i4uLk4uLy0DVm93kAkH0QrgEAAAAAAAB2cnZ0AQAAAAAAAEB2RbgGAAAAAAAA2IlwDQCAXGD27Nk2KxsDAAAASB+EawAA4J6io6O1bNkyR5cBAAAAZGmEawAA4J6io6Pl5+fn6DIAAACALI1wDQCAbGzWrFl68cUX9eKLL2rlypXatGmT3nvvPfP3vXr1UmBgoCTpjz/+UJs2bdSkSRPt37//gdc7cuRIvfbaawoNDVX9+vXVp08fSdLatWttrn/w4MHasWOHZs+erQEDBqhVq1Zq3Lix9u7da+6zceNGvfTSS2rUqJHWrVuXnncfAAAAcDhXRxcAAADsc+PGDS1cuFD+/v5KSkrShAkT1KRJk/vuf/LkSX399dcKDg5W//799cMPPyhv3rz33PfTTz9VcHCwevfubROUNW/eXDNnzlRycrKSkpJ07NgxffLJJzp//rzOnz+vTZs2KTQ0VN7e3vrhhx8UFBSkZcuWacOGDUpKSlLbtm3VtGlTFS9ePN3nAwAAAHAEwjUAALIpT09PVaxYUVOmTFGDBg00bdo0fffddzb7GIZh/tyiRQsVLlzY/O/PP/9U5cqV03SbxYoV02OPPaajR4/q9u3bqlWrlvLnzy8pJXgrVKiQChUqpOLFi+vSpUs6evSogoKC9PLLL0uSbt++rT///JNwDQAAADkG4RoAANmUi4uLNmzYIH9/f+3bt08zZ840D9+0CgsLM392cnIyf3Z2drYJ3tLipZde0p49exQfH2+GZpJtkGexWOTk5CTDMNSuXTtNnDhRkhQTEyM3Nze7bhcAAADIijjnGgAA2dSff/6pN954Q3Xr1tU777yjiIgI5c+fX6GhoZKk/fv36/Lly+b+33//vaKionT27FldvXpVFStWfOD1Fy5cWNevX9etW7d069Yt3b59W1JKB9zevXsVGBioxo0bm/vv2bNHUVFROn36tG7cuKGKFSuqTp06+vHHHxUREaGYmBi1a9dOFy5cSPe5AAAAAByFzjUAALKpSpUqqWbNmmrWrJkkqWfPnmrRooVWr16tXr16qUKFCqpRo4a5/yOPPKLOnTvr9u3bmjx5snk45/14eHioX79+atGihSwWi9auXavy5curVKlSKlGihEqWLCl3d3dz/6pVq6p79+6KjY3V1KlTlS9fPj3xxBMaOHCgunTpouTkZL3xxhuqUqVKxkwIAAAA4ABOhr3HhAAAgFwpKSlJH3zwgerVq6dXXnlFkjR79mxJ0tChQx1ZGgAAAJDp6FwDACAXq1+//l3bihYtqq1btz7wMo899pgmTJiQkaUBAAAA2QKdawAAAAAAAICdWNAAAAAAAAAAsBPhGgAAAAAAAGAnwjUAAAAAAADAToRrAAAAAAAAgJ0I1wAAAAAAAAA7Ea4BAAAAAAAAdvp/SUORwSdPnAwAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = sns.catplot(x=\"sub_type\",y=\"price\",data=df,\n",
    "                 hue='main_type',kind='box')\n",
    "ax.fig.set_size_inches(20,5)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18fbd209",
   "metadata": {},
   "source": [
    "## 3.3 分布绘图——直方图、二变量（散点、六边图）、成对相关性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19f24bca",
   "metadata": {},
   "source": [
    "### 3.3.1 直方图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "bb6766fc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='price', ylabel='Count'>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# kde 是线，bins 数量\n",
    "sns.histplot(df.price,kde=True,bins=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5d12bf12",
   "metadata": {},
   "source": [
    "### 3.3.2 二变量关系—散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c9a21241",
   "metadata": {},
   "source": [
    "基础图形"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "40677a7c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x='sale_count',y='comment_count',data=df)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4ea0d5cd",
   "metadata": {},
   "source": [
    "带回归线和核密度曲线"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "c09e841f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = sns.jointplot(x='sale_count',y='comment_count',data=df,kind='reg')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f19f168a",
   "metadata": {},
   "source": [
    "### 3.3.3 二变量关系—六边形图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cfd0dfb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(0.0, 600.0)"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g = sns.jointplot(\n",
    "    x='sale_count',y='comment_count',data=df,\n",
    "    kind='hex',gridsize=3000)\n",
    "plt.xlim([0,5000])\n",
    "plt.ylim([0,600])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4126983d",
   "metadata": {},
   "source": [
    "#### jointplotl其他常用参数：\n",
    "1.`x,y,data`：绘制图的数据。<br>\n",
    "2.`kind`:`scatter`、`reg`、`resid`、`kde`、`hex`。<br>\n",
    "3.`co1or`：绘制元素的颜色。<br>\n",
    "4.`height`：图的大小，图会是个正方形。<br>\n",
    "5.`ratio`：主图和副图的比例，只能为一个整形。<br>\n",
    "6.`space`：主图和副图的间距。<br>\n",
    "7.`dropna`：是否需要删除`x`或者`y`值中出现了`NAN`的值。<br>\n",
    "8.`marginal_kws`：副图的一些属性，比如设置`bins`、`rug`等。<br>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f042352",
   "metadata": {},
   "source": [
    "### 3.3.4 成对绘图（pairplot）"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2f954986",
   "metadata": {},
   "source": [
    "基础应用"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "17ad7975",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.pairplot(df,\n",
    "    vars=['price',\"sale_count\",'comment_count','sale_amount'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ba1c0033",
   "metadata": {},
   "source": [
    "默认情况下，**对角线的图（x和y轴的列相同）是直方图**，其他地方的图是散点图，如果想要修改这两种图，可以通过`diag_kind`和`kind`来实现。<br>\n",
    "\n",
    "\n",
    "其中这两个参数可取的值为：<br>\n",
    "\n",
    "\n",
    "   1.`diag_kind`:`auto`,`hist`,`kde`.<br>\n",
    "   2.`kind`:`scatter`,`reg`。<br>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "cc5120db",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.pairplot(df,\n",
    "    vars=['price',\"sale_count\",'comment_count','sale_amount'],\n",
    "    diag_kind='ked',kind='reg'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5c09e5ce",
   "metadata": {},
   "source": [
    "## 3.4 线性回归"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "43acf31e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.lmplot(x=\"sale_count\",y=\"comment_count\",data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "760b3c94",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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}
